{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "806abb9d",
   "metadata": {},
   "source": [
    "# Installation Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2e26fb19",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0fbb7552",
   "metadata": {
    "id": "fdaf745f",
    "outputId": "e21f96c1-a8fb-4895-84a3-69772f3c876c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kentw\\AppData\\Local\\Continuum\\anaconda3\\envs\\finrl\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:162: UserWarning: pylab import has clobbered these variables: ['WE', 'MO', 'SU', 'FR', 'SA', 'TH', 'TU']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  warn(\"pylab import has clobbered these variables: %s\"  % clobbered +\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import dask.dataframe as dd\n",
    "from scipy import stats\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.regression.rolling import RollingOLS\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import ticker\n",
    "import seaborn as sns; sns.set()\n",
    "from pandas.tseries.offsets import *\n",
    "from dateutil.relativedelta import *\n",
    "import datetime as dt\n",
    "import os\n",
    "from linearmodels.asset_pricing import TradedFactorModel, LinearFactorModel\n",
    "from IPython.core.pylabtools import figsize\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "from fredapi import Fred\n",
    "fred = Fred(api_key = 'b0363f9c9d853b92b27e06c4727bc2ea')\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "%matplotlib inline \n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (20,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ccd1845b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "from multiprocessing import Pool \n",
    "import random\n",
    "import json\n",
    "import sys\n",
    "import StockPortfolioEnv\n",
    "\n",
    "import pytz\n",
    "import itertools\n",
    "from datetime import datetime as dt\n",
    "from finrl.meta.preprocessor.yahoodownloader import YahooDownloader\n",
    "from finrl.meta.preprocessor.preprocessors import FeatureEngineer, data_split\n",
    "from finrl import config\n",
    "from finrl import config_tickers\n",
    "from finrl.config import (\n",
    "    DATA_SAVE_DIR,\n",
    "    TRAINED_MODEL_DIR,\n",
    "    TENSORBOARD_LOG_DIR,\n",
    "    RESULTS_DIR,\n",
    "    INDICATORS,\n",
    "    TRAIN_START_DATE,\n",
    "    TRAIN_END_DATE,\n",
    "    TEST_START_DATE,\n",
    "    TEST_END_DATE,\n",
    "    TRADE_START_DATE,\n",
    "    TRADE_END_DATE,\n",
    ")\n",
    "\n",
    "if not os.path.exists(\"./\" + config.RESULTS_DIR):\n",
    "    os.makedirs(\"./\" + config.RESULTS_DIR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a827d804",
   "metadata": {
    "id": "13941034"
   },
   "outputs": [],
   "source": [
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "pd.options.display.float_format = '{:,.3f}'.format\n",
    "pd.set_option('mode.use_inf_as_na', True)\n",
    "pd.set_option('display.max_columns', 300)\n",
    "pd.set_option('display.max_rows', 500)\n",
    "idx = pd.IndexSlice\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "748b1086",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "047271e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tic</th>\n",
       "      <th>permno</th>\n",
       "      <th>date</th>\n",
       "      <th>moribvol</th>\n",
       "      <th>russellgroup</th>\n",
       "      <th>sector</th>\n",
       "      <th>price</th>\n",
       "      <th>ret_1</th>\n",
       "      <th>ret_5</th>\n",
       "      <th>ret_10</th>\n",
       "      <th>ret_20</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>day</th>\n",
       "      <th>macd</th>\n",
       "      <th>boll_ub</th>\n",
       "      <th>boll_lb</th>\n",
       "      <th>rsi_30</th>\n",
       "      <th>cci_30</th>\n",
       "      <th>dx_30</th>\n",
       "      <th>close_30_sma</th>\n",
       "      <th>close_60_sma</th>\n",
       "      <th>turbulence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>-0.168</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.510</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.015</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>-0.026</td>\n",
       "      <td>17.220</td>\n",
       "      <td>17.780</td>\n",
       "      <td>17.100</td>\n",
       "      <td>14.514</td>\n",
       "      <td>52241700</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.783</td>\n",
       "      <td>14.385</td>\n",
       "      <td>100.000</td>\n",
       "      <td>66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.514</td>\n",
       "      <td>14.514</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-04</td>\n",
       "      <td>0.046</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.680</td>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>-0.015</td>\n",
       "      <td>17.550</td>\n",
       "      <td>17.870</td>\n",
       "      <td>17.300</td>\n",
       "      <td>14.654</td>\n",
       "      <td>33559800</td>\n",
       "      <td>3</td>\n",
       "      <td>0.003</td>\n",
       "      <td>14.783</td>\n",
       "      <td>14.385</td>\n",
       "      <td>100.000</td>\n",
       "      <td>66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.584</td>\n",
       "      <td>14.584</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-05</td>\n",
       "      <td>-0.210</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.640</td>\n",
       "      <td>0.012</td>\n",
       "      <td>-0.008</td>\n",
       "      <td>-0.036</td>\n",
       "      <td>-0.027</td>\n",
       "      <td>17.620</td>\n",
       "      <td>17.760</td>\n",
       "      <td>17.440</td>\n",
       "      <td>14.621</td>\n",
       "      <td>36154800</td>\n",
       "      <td>4</td>\n",
       "      <td>0.003</td>\n",
       "      <td>14.744</td>\n",
       "      <td>14.449</td>\n",
       "      <td>80.425</td>\n",
       "      <td>49.450</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.596</td>\n",
       "      <td>14.596</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-08</td>\n",
       "      <td>-0.142</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.860</td>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.031</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>-0.047</td>\n",
       "      <td>17.630</td>\n",
       "      <td>17.930</td>\n",
       "      <td>17.450</td>\n",
       "      <td>14.804</td>\n",
       "      <td>31018100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.009</td>\n",
       "      <td>14.888</td>\n",
       "      <td>14.409</td>\n",
       "      <td>90.740</td>\n",
       "      <td>122.246</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.648</td>\n",
       "      <td>14.648</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-09</td>\n",
       "      <td>-0.102</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.820</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>-0.038</td>\n",
       "      <td>-0.051</td>\n",
       "      <td>17.930</td>\n",
       "      <td>17.980</td>\n",
       "      <td>17.650</td>\n",
       "      <td>14.770</td>\n",
       "      <td>31417000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011</td>\n",
       "      <td>14.907</td>\n",
       "      <td>14.438</td>\n",
       "      <td>82.556</td>\n",
       "      <td>107.926</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.673</td>\n",
       "      <td>14.673</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41542</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>-0.259</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.860</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>0.008</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>-0.136</td>\n",
       "      <td>88.000</td>\n",
       "      <td>88.000</td>\n",
       "      <td>85.900</td>\n",
       "      <td>87.860</td>\n",
       "      <td>730700</td>\n",
       "      <td>0</td>\n",
       "      <td>-4.901</td>\n",
       "      <td>108.006</td>\n",
       "      <td>83.714</td>\n",
       "      <td>39.371</td>\n",
       "      <td>-128.157</td>\n",
       "      <td>32.102</td>\n",
       "      <td>99.672</td>\n",
       "      <td>103.856</td>\n",
       "      <td>0.041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41543</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-28</td>\n",
       "      <td>0.013</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.350</td>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>-0.033</td>\n",
       "      <td>-0.126</td>\n",
       "      <td>88.250</td>\n",
       "      <td>88.700</td>\n",
       "      <td>87.080</td>\n",
       "      <td>87.350</td>\n",
       "      <td>560300</td>\n",
       "      <td>1</td>\n",
       "      <td>-4.892</td>\n",
       "      <td>106.433</td>\n",
       "      <td>83.337</td>\n",
       "      <td>39.019</td>\n",
       "      <td>-114.364</td>\n",
       "      <td>28.501</td>\n",
       "      <td>98.886</td>\n",
       "      <td>103.703</td>\n",
       "      <td>0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41544</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>-0.104</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.180</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.042</td>\n",
       "      <td>-0.035</td>\n",
       "      <td>-0.172</td>\n",
       "      <td>87.160</td>\n",
       "      <td>88.140</td>\n",
       "      <td>85.970</td>\n",
       "      <td>87.180</td>\n",
       "      <td>795300</td>\n",
       "      <td>2</td>\n",
       "      <td>-4.843</td>\n",
       "      <td>105.334</td>\n",
       "      <td>82.794</td>\n",
       "      <td>38.899</td>\n",
       "      <td>-112.652</td>\n",
       "      <td>31.659</td>\n",
       "      <td>98.049</td>\n",
       "      <td>103.572</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41545</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>0.049</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>88.040</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.046</td>\n",
       "      <td>-0.060</td>\n",
       "      <td>-0.166</td>\n",
       "      <td>87.760</td>\n",
       "      <td>89.290</td>\n",
       "      <td>87.400</td>\n",
       "      <td>88.040</td>\n",
       "      <td>837400</td>\n",
       "      <td>3</td>\n",
       "      <td>-4.680</td>\n",
       "      <td>104.367</td>\n",
       "      <td>82.401</td>\n",
       "      <td>39.866</td>\n",
       "      <td>-93.985</td>\n",
       "      <td>25.520</td>\n",
       "      <td>97.500</td>\n",
       "      <td>103.446</td>\n",
       "      <td>0.119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41546</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>0.042</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.160</td>\n",
       "      <td>0.016</td>\n",
       "      <td>-0.028</td>\n",
       "      <td>-0.047</td>\n",
       "      <td>-0.101</td>\n",
       "      <td>87.500</td>\n",
       "      <td>88.980</td>\n",
       "      <td>87.110</td>\n",
       "      <td>87.160</td>\n",
       "      <td>502800</td>\n",
       "      <td>4</td>\n",
       "      <td>-4.570</td>\n",
       "      <td>103.161</td>\n",
       "      <td>82.119</td>\n",
       "      <td>39.209</td>\n",
       "      <td>-92.009</td>\n",
       "      <td>26.444</td>\n",
       "      <td>96.941</td>\n",
       "      <td>103.313</td>\n",
       "      <td>0.120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41547 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tic  permno        date  moribvol  russellgroup sector  price  ret_1  \\\n",
       "0      ORCL   10104  2007-01-03    -0.168             1    XLK 17.510  0.010   \n",
       "1      ORCL   10104  2007-01-04     0.046             1    XLK 17.680 -0.002   \n",
       "2      ORCL   10104  2007-01-05    -0.210             1    XLK 17.640  0.012   \n",
       "3      ORCL   10104  2007-01-08    -0.142             1    XLK 17.860 -0.002   \n",
       "4      ORCL   10104  2007-01-09    -0.102             1    XLK 17.820 -0.003   \n",
       "...     ...     ...         ...       ...           ...    ...    ...    ...   \n",
       "41542  FSLR   91611  2021-12-27    -0.259             2    XLK 87.860 -0.006   \n",
       "41543  FSLR   91611  2021-12-28     0.013             2    XLK 87.350 -0.002   \n",
       "41544  FSLR   91611  2021-12-29    -0.104             2    XLK 87.180  0.010   \n",
       "41545  FSLR   91611  2021-12-30     0.049             2    XLK 88.040 -0.010   \n",
       "41546  FSLR   91611  2021-12-31     0.042             2    XLK 87.160  0.016   \n",
       "\n",
       "       ret_5  ret_10  ret_20   open   high    low  close    volume  day  \\\n",
       "0      0.015  -0.022  -0.026 17.220 17.780 17.100 14.514  52241700    2   \n",
       "1     -0.016  -0.023  -0.015 17.550 17.870 17.300 14.654  33559800    3   \n",
       "2     -0.008  -0.036  -0.027 17.620 17.760 17.440 14.621  36154800    4   \n",
       "3     -0.031  -0.041  -0.047 17.630 17.930 17.450 14.804  31018100    0   \n",
       "4     -0.017  -0.038  -0.051 17.930 17.980 17.650 14.770  31417000    1   \n",
       "...      ...     ...     ...    ...    ...    ...    ...       ...  ...   \n",
       "41542  0.008  -0.041  -0.136 88.000 88.000 85.900 87.860    730700    0   \n",
       "41543 -0.001  -0.033  -0.126 88.250 88.700 87.080 87.350    560300    1   \n",
       "41544 -0.042  -0.035  -0.172 87.160 88.140 85.970 87.180    795300    2   \n",
       "41545 -0.046  -0.060  -0.166 87.760 89.290 87.400 88.040    837400    3   \n",
       "41546 -0.028  -0.047  -0.101 87.500 88.980 87.110 87.160    502800    4   \n",
       "\n",
       "        macd  boll_ub  boll_lb  rsi_30   cci_30   dx_30  close_30_sma  \\\n",
       "0      0.000   14.783   14.385 100.000   66.667 100.000        14.514   \n",
       "1      0.003   14.783   14.385 100.000   66.667 100.000        14.584   \n",
       "2      0.003   14.744   14.449  80.425   49.450 100.000        14.596   \n",
       "3      0.009   14.888   14.409  90.740  122.246 100.000        14.648   \n",
       "4      0.011   14.907   14.438  82.556  107.926 100.000        14.673   \n",
       "...      ...      ...      ...     ...      ...     ...           ...   \n",
       "41542 -4.901  108.006   83.714  39.371 -128.157  32.102        99.672   \n",
       "41543 -4.892  106.433   83.337  39.019 -114.364  28.501        98.886   \n",
       "41544 -4.843  105.334   82.794  38.899 -112.652  31.659        98.049   \n",
       "41545 -4.680  104.367   82.401  39.866  -93.985  25.520        97.500   \n",
       "41546 -4.570  103.161   82.119  39.209  -92.009  26.444        96.941   \n",
       "\n",
       "       close_60_sma  turbulence  \n",
       "0            14.514       0.000  \n",
       "1            14.584       0.000  \n",
       "2            14.596       0.000  \n",
       "3            14.648       0.000  \n",
       "4            14.673       0.000  \n",
       "...             ...         ...  \n",
       "41542       103.856       0.041  \n",
       "41543       103.703       0.038  \n",
       "41544       103.572       0.004  \n",
       "41545       103.446       0.119  \n",
       "41546       103.313       0.120  \n",
       "\n",
       "[41547 rows x 26 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merged = pd.read_csv('data/merged.csv')\n",
    "df_merged"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6371279e",
   "metadata": {},
   "source": [
    "# Weight Initialization\n",
    "## Retail Weights (Rank-based method)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48cc4092",
   "metadata": {
    "id": "deb239d5",
    "outputId": "c450a496-2efe-48e1-81d2-0f0f888b62c1",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tic</th>\n",
       "      <th>permno</th>\n",
       "      <th>date</th>\n",
       "      <th>moribvol</th>\n",
       "      <th>russellgroup</th>\n",
       "      <th>sector</th>\n",
       "      <th>price</th>\n",
       "      <th>ret_1</th>\n",
       "      <th>ret_5</th>\n",
       "      <th>ret_10</th>\n",
       "      <th>ret_20</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>day</th>\n",
       "      <th>macd</th>\n",
       "      <th>boll_ub</th>\n",
       "      <th>boll_lb</th>\n",
       "      <th>rsi_30</th>\n",
       "      <th>cci_30</th>\n",
       "      <th>dx_30</th>\n",
       "      <th>close_30_sma</th>\n",
       "      <th>close_60_sma</th>\n",
       "      <th>turbulence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>0.045</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.510</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.015</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>-0.026</td>\n",
       "      <td>17.220</td>\n",
       "      <td>17.780</td>\n",
       "      <td>17.100</td>\n",
       "      <td>14.514</td>\n",
       "      <td>52241700</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.783</td>\n",
       "      <td>14.385</td>\n",
       "      <td>100.000</td>\n",
       "      <td>66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.514</td>\n",
       "      <td>14.514</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-04</td>\n",
       "      <td>0.091</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.680</td>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.016</td>\n",
       "      <td>-0.023</td>\n",
       "      <td>-0.015</td>\n",
       "      <td>17.550</td>\n",
       "      <td>17.870</td>\n",
       "      <td>17.300</td>\n",
       "      <td>14.654</td>\n",
       "      <td>33559800</td>\n",
       "      <td>3</td>\n",
       "      <td>0.003</td>\n",
       "      <td>14.783</td>\n",
       "      <td>14.385</td>\n",
       "      <td>100.000</td>\n",
       "      <td>66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.584</td>\n",
       "      <td>14.584</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-05</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.640</td>\n",
       "      <td>0.012</td>\n",
       "      <td>-0.008</td>\n",
       "      <td>-0.036</td>\n",
       "      <td>-0.027</td>\n",
       "      <td>17.620</td>\n",
       "      <td>17.760</td>\n",
       "      <td>17.440</td>\n",
       "      <td>14.621</td>\n",
       "      <td>36154800</td>\n",
       "      <td>4</td>\n",
       "      <td>0.003</td>\n",
       "      <td>14.744</td>\n",
       "      <td>14.449</td>\n",
       "      <td>80.425</td>\n",
       "      <td>49.450</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.596</td>\n",
       "      <td>14.596</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-08</td>\n",
       "      <td>0.076</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.860</td>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.031</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>-0.047</td>\n",
       "      <td>17.630</td>\n",
       "      <td>17.930</td>\n",
       "      <td>17.450</td>\n",
       "      <td>14.804</td>\n",
       "      <td>31018100</td>\n",
       "      <td>0</td>\n",
       "      <td>0.009</td>\n",
       "      <td>14.888</td>\n",
       "      <td>14.409</td>\n",
       "      <td>90.740</td>\n",
       "      <td>122.246</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.648</td>\n",
       "      <td>14.648</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ORCL</td>\n",
       "      <td>10104</td>\n",
       "      <td>2007-01-09</td>\n",
       "      <td>0.045</td>\n",
       "      <td>1</td>\n",
       "      <td>XLK</td>\n",
       "      <td>17.820</td>\n",
       "      <td>-0.003</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>-0.038</td>\n",
       "      <td>-0.051</td>\n",
       "      <td>17.930</td>\n",
       "      <td>17.980</td>\n",
       "      <td>17.650</td>\n",
       "      <td>14.770</td>\n",
       "      <td>31417000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011</td>\n",
       "      <td>14.907</td>\n",
       "      <td>14.438</td>\n",
       "      <td>82.556</td>\n",
       "      <td>107.926</td>\n",
       "      <td>100.000</td>\n",
       "      <td>14.673</td>\n",
       "      <td>14.673</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41542</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>0.015</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.860</td>\n",
       "      <td>-0.006</td>\n",
       "      <td>0.008</td>\n",
       "      <td>-0.041</td>\n",
       "      <td>-0.136</td>\n",
       "      <td>88.000</td>\n",
       "      <td>88.000</td>\n",
       "      <td>85.900</td>\n",
       "      <td>87.860</td>\n",
       "      <td>730700</td>\n",
       "      <td>0</td>\n",
       "      <td>-4.901</td>\n",
       "      <td>108.006</td>\n",
       "      <td>83.714</td>\n",
       "      <td>39.371</td>\n",
       "      <td>-128.157</td>\n",
       "      <td>32.102</td>\n",
       "      <td>99.672</td>\n",
       "      <td>103.856</td>\n",
       "      <td>0.041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41543</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-28</td>\n",
       "      <td>0.076</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.350</td>\n",
       "      <td>-0.002</td>\n",
       "      <td>-0.001</td>\n",
       "      <td>-0.033</td>\n",
       "      <td>-0.126</td>\n",
       "      <td>88.250</td>\n",
       "      <td>88.700</td>\n",
       "      <td>87.080</td>\n",
       "      <td>87.350</td>\n",
       "      <td>560300</td>\n",
       "      <td>1</td>\n",
       "      <td>-4.892</td>\n",
       "      <td>106.433</td>\n",
       "      <td>83.337</td>\n",
       "      <td>39.019</td>\n",
       "      <td>-114.364</td>\n",
       "      <td>28.501</td>\n",
       "      <td>98.886</td>\n",
       "      <td>103.703</td>\n",
       "      <td>0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41544</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-29</td>\n",
       "      <td>0.015</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.180</td>\n",
       "      <td>0.010</td>\n",
       "      <td>-0.042</td>\n",
       "      <td>-0.035</td>\n",
       "      <td>-0.172</td>\n",
       "      <td>87.160</td>\n",
       "      <td>88.140</td>\n",
       "      <td>85.970</td>\n",
       "      <td>87.180</td>\n",
       "      <td>795300</td>\n",
       "      <td>2</td>\n",
       "      <td>-4.843</td>\n",
       "      <td>105.334</td>\n",
       "      <td>82.794</td>\n",
       "      <td>38.899</td>\n",
       "      <td>-112.652</td>\n",
       "      <td>31.659</td>\n",
       "      <td>98.049</td>\n",
       "      <td>103.572</td>\n",
       "      <td>0.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41545</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-30</td>\n",
       "      <td>0.152</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>88.040</td>\n",
       "      <td>-0.010</td>\n",
       "      <td>-0.046</td>\n",
       "      <td>-0.060</td>\n",
       "      <td>-0.166</td>\n",
       "      <td>87.760</td>\n",
       "      <td>89.290</td>\n",
       "      <td>87.400</td>\n",
       "      <td>88.040</td>\n",
       "      <td>837400</td>\n",
       "      <td>3</td>\n",
       "      <td>-4.680</td>\n",
       "      <td>104.367</td>\n",
       "      <td>82.401</td>\n",
       "      <td>39.866</td>\n",
       "      <td>-93.985</td>\n",
       "      <td>25.520</td>\n",
       "      <td>97.500</td>\n",
       "      <td>103.446</td>\n",
       "      <td>0.119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41546</th>\n",
       "      <td>FSLR</td>\n",
       "      <td>91611</td>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>0.091</td>\n",
       "      <td>2</td>\n",
       "      <td>XLK</td>\n",
       "      <td>87.160</td>\n",
       "      <td>0.016</td>\n",
       "      <td>-0.028</td>\n",
       "      <td>-0.047</td>\n",
       "      <td>-0.101</td>\n",
       "      <td>87.500</td>\n",
       "      <td>88.980</td>\n",
       "      <td>87.110</td>\n",
       "      <td>87.160</td>\n",
       "      <td>502800</td>\n",
       "      <td>4</td>\n",
       "      <td>-4.570</td>\n",
       "      <td>103.161</td>\n",
       "      <td>82.119</td>\n",
       "      <td>39.209</td>\n",
       "      <td>-92.009</td>\n",
       "      <td>26.444</td>\n",
       "      <td>96.941</td>\n",
       "      <td>103.313</td>\n",
       "      <td>0.120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41547 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        tic  permno        date  moribvol  russellgroup sector  price  ret_1  \\\n",
       "0      ORCL   10104  2007-01-03     0.045             1    XLK 17.510  0.010   \n",
       "1      ORCL   10104  2007-01-04     0.091             1    XLK 17.680 -0.002   \n",
       "2      ORCL   10104  2007-01-05     0.015             1    XLK 17.640  0.012   \n",
       "3      ORCL   10104  2007-01-08     0.076             1    XLK 17.860 -0.002   \n",
       "4      ORCL   10104  2007-01-09     0.045             1    XLK 17.820 -0.003   \n",
       "...     ...     ...         ...       ...           ...    ...    ...    ...   \n",
       "41542  FSLR   91611  2021-12-27     0.015             2    XLK 87.860 -0.006   \n",
       "41543  FSLR   91611  2021-12-28     0.076             2    XLK 87.350 -0.002   \n",
       "41544  FSLR   91611  2021-12-29     0.015             2    XLK 87.180  0.010   \n",
       "41545  FSLR   91611  2021-12-30     0.152             2    XLK 88.040 -0.010   \n",
       "41546  FSLR   91611  2021-12-31     0.091             2    XLK 87.160  0.016   \n",
       "\n",
       "       ret_5  ret_10  ret_20   open   high    low  close    volume  day  \\\n",
       "0      0.015  -0.022  -0.026 17.220 17.780 17.100 14.514  52241700    2   \n",
       "1     -0.016  -0.023  -0.015 17.550 17.870 17.300 14.654  33559800    3   \n",
       "2     -0.008  -0.036  -0.027 17.620 17.760 17.440 14.621  36154800    4   \n",
       "3     -0.031  -0.041  -0.047 17.630 17.930 17.450 14.804  31018100    0   \n",
       "4     -0.017  -0.038  -0.051 17.930 17.980 17.650 14.770  31417000    1   \n",
       "...      ...     ...     ...    ...    ...    ...    ...       ...  ...   \n",
       "41542  0.008  -0.041  -0.136 88.000 88.000 85.900 87.860    730700    0   \n",
       "41543 -0.001  -0.033  -0.126 88.250 88.700 87.080 87.350    560300    1   \n",
       "41544 -0.042  -0.035  -0.172 87.160 88.140 85.970 87.180    795300    2   \n",
       "41545 -0.046  -0.060  -0.166 87.760 89.290 87.400 88.040    837400    3   \n",
       "41546 -0.028  -0.047  -0.101 87.500 88.980 87.110 87.160    502800    4   \n",
       "\n",
       "        macd  boll_ub  boll_lb  rsi_30   cci_30   dx_30  close_30_sma  \\\n",
       "0      0.000   14.783   14.385 100.000   66.667 100.000        14.514   \n",
       "1      0.003   14.783   14.385 100.000   66.667 100.000        14.584   \n",
       "2      0.003   14.744   14.449  80.425   49.450 100.000        14.596   \n",
       "3      0.009   14.888   14.409  90.740  122.246 100.000        14.648   \n",
       "4      0.011   14.907   14.438  82.556  107.926 100.000        14.673   \n",
       "...      ...      ...      ...     ...      ...     ...           ...   \n",
       "41542 -4.901  108.006   83.714  39.371 -128.157  32.102        99.672   \n",
       "41543 -4.892  106.433   83.337  39.019 -114.364  28.501        98.886   \n",
       "41544 -4.843  105.334   82.794  38.899 -112.652  31.659        98.049   \n",
       "41545 -4.680  104.367   82.401  39.866  -93.985  25.520        97.500   \n",
       "41546 -4.570  103.161   82.119  39.209  -92.009  26.444        96.941   \n",
       "\n",
       "       close_60_sma  turbulence  \n",
       "0            14.514       0.000  \n",
       "1            14.584       0.000  \n",
       "2            14.596       0.000  \n",
       "3            14.648       0.000  \n",
       "4            14.673       0.000  \n",
       "...             ...         ...  \n",
       "41542       103.856       0.041  \n",
       "41543       103.703       0.038  \n",
       "41544       103.572       0.004  \n",
       "41545       103.446       0.119  \n",
       "41546       103.313       0.120  \n",
       "\n",
       "[41547 rows x 26 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute a set of weights for asset allocation\n",
    "df_merged['moribvol'] = df_merged.groupby(['date'])['moribvol'].rank(method='dense')\n",
    "df_merged['moribvol'] = df_merged.groupby('date')['moribvol'].apply(lambda x: x/x.sum())\n",
    "\n",
    "df_merged "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "176b5ab9",
   "metadata": {},
   "source": [
    "## Mean-Variance Optimization Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d6aea07e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#TODO: Compute and append mean variance weights to \"df_merged\" here, say column name as \"mean-var\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "372683f5",
   "metadata": {},
   "source": [
    "## Data Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9df35723",
   "metadata": {},
   "outputs": [],
   "source": [
    "states = ['date', 'open', 'high', 'low', 'close', 'volume', 'tic', 'day', 'macd', 'boll_ub', 'boll_lb', 'rsi_30', 'cci_30', 'dx_30', 'close_30_sma', 'close_60_sma', 'moribvol']\n",
    "\n",
    "train_data = data_split(df_merged[states], '2007-01-01', '2018-01-01')\n",
    "trade_data = data_split(df_merged[states], '2018-01-01', '2022-01-01')\n",
    "\n",
    "# boom bust?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9a102186",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>tic</th>\n",
       "      <th>day</th>\n",
       "      <th>macd</th>\n",
       "      <th>boll_ub</th>\n",
       "      <th>boll_lb</th>\n",
       "      <th>rsi_30</th>\n",
       "      <th>cci_30</th>\n",
       "      <th>dx_30</th>\n",
       "      <th>close_30_sma</th>\n",
       "      <th>close_60_sma</th>\n",
       "      <th>moribvol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>40.630</td>\n",
       "      <td>41.830</td>\n",
       "      <td>39.810</td>\n",
       "      <td>40.560</td>\n",
       "      <td>3873900</td>\n",
       "      <td>ADSK</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>42.034</td>\n",
       "      <td>39.856</td>\n",
       "      <td>100.000</td>\n",
       "      <td>66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>40.560</td>\n",
       "      <td>40.560</td>\n",
       "      <td>0.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>20.080</td>\n",
       "      <td>20.400</td>\n",
       "      <td>19.350</td>\n",
       "      <td>19.520</td>\n",
       "      <td>28350300</td>\n",
       "      <td>AMD</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.037</td>\n",
       "      <td>19.273</td>\n",
       "      <td>100.000</td>\n",
       "      <td>-66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>19.520</td>\n",
       "      <td>19.520</td>\n",
       "      <td>0.061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>27.460</td>\n",
       "      <td>27.980</td>\n",
       "      <td>27.330</td>\n",
       "      <td>19.536</td>\n",
       "      <td>64226000</td>\n",
       "      <td>CSCO</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.520</td>\n",
       "      <td>19.066</td>\n",
       "      <td>100.000</td>\n",
       "      <td>66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>19.536</td>\n",
       "      <td>19.536</td>\n",
       "      <td>0.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>30.170</td>\n",
       "      <td>30.290</td>\n",
       "      <td>28.200</td>\n",
       "      <td>28.500</td>\n",
       "      <td>487000</td>\n",
       "      <td>FSLR</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.979</td>\n",
       "      <td>28.271</td>\n",
       "      <td>100.000</td>\n",
       "      <td>-66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>28.500</td>\n",
       "      <td>28.500</td>\n",
       "      <td>0.152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-03</td>\n",
       "      <td>30.680</td>\n",
       "      <td>31.060</td>\n",
       "      <td>29.100</td>\n",
       "      <td>26.496</td>\n",
       "      <td>4734600</td>\n",
       "      <td>INTU</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.201</td>\n",
       "      <td>26.159</td>\n",
       "      <td>100.000</td>\n",
       "      <td>-66.667</td>\n",
       "      <td>100.000</td>\n",
       "      <td>26.496</td>\n",
       "      <td>26.496</td>\n",
       "      <td>0.121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2768</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>85.630</td>\n",
       "      <td>86.050</td>\n",
       "      <td>85.500</td>\n",
       "      <td>80.353</td>\n",
       "      <td>18717400</td>\n",
       "      <td>MSFT</td>\n",
       "      <td>4</td>\n",
       "      <td>0.755</td>\n",
       "      <td>82.580</td>\n",
       "      <td>76.658</td>\n",
       "      <td>60.144</td>\n",
       "      <td>74.372</td>\n",
       "      <td>15.450</td>\n",
       "      <td>79.209</td>\n",
       "      <td>77.226</td>\n",
       "      <td>0.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2768</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>47.530</td>\n",
       "      <td>47.880</td>\n",
       "      <td>47.280</td>\n",
       "      <td>43.361</td>\n",
       "      <td>9750000</td>\n",
       "      <td>ORCL</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.469</td>\n",
       "      <td>46.547</td>\n",
       "      <td>42.377</td>\n",
       "      <td>42.781</td>\n",
       "      <td>-104.196</td>\n",
       "      <td>16.192</td>\n",
       "      <td>44.585</td>\n",
       "      <td>44.987</td>\n",
       "      <td>0.015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2768</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>64.360</td>\n",
       "      <td>64.650</td>\n",
       "      <td>64.000</td>\n",
       "      <td>55.318</td>\n",
       "      <td>6631800</td>\n",
       "      <td>QCOM</td>\n",
       "      <td>4</td>\n",
       "      <td>0.254</td>\n",
       "      <td>56.595</td>\n",
       "      <td>55.253</td>\n",
       "      <td>56.700</td>\n",
       "      <td>-86.758</td>\n",
       "      <td>5.702</td>\n",
       "      <td>56.536</td>\n",
       "      <td>52.515</td>\n",
       "      <td>0.045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2768</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>104.580</td>\n",
       "      <td>105.080</td>\n",
       "      <td>104.420</td>\n",
       "      <td>90.749</td>\n",
       "      <td>2813300</td>\n",
       "      <td>TXN</td>\n",
       "      <td>4</td>\n",
       "      <td>1.784</td>\n",
       "      <td>93.422</td>\n",
       "      <td>81.992</td>\n",
       "      <td>68.523</td>\n",
       "      <td>122.502</td>\n",
       "      <td>47.232</td>\n",
       "      <td>86.948</td>\n",
       "      <td>84.777</td>\n",
       "      <td>0.121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2768</th>\n",
       "      <td>2017-12-29</td>\n",
       "      <td>19.080</td>\n",
       "      <td>19.150</td>\n",
       "      <td>19.010</td>\n",
       "      <td>15.257</td>\n",
       "      <td>2825800</td>\n",
       "      <td>WU</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.096</td>\n",
       "      <td>15.830</td>\n",
       "      <td>15.108</td>\n",
       "      <td>46.227</td>\n",
       "      <td>-149.472</td>\n",
       "      <td>34.911</td>\n",
       "      <td>15.524</td>\n",
       "      <td>15.640</td>\n",
       "      <td>0.167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30459 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date    open    high     low  close    volume   tic  day   macd  \\\n",
       "0     2007-01-03  40.630  41.830  39.810 40.560   3873900  ADSK    2  0.000   \n",
       "0     2007-01-03  20.080  20.400  19.350 19.520  28350300   AMD    2  0.000   \n",
       "0     2007-01-03  27.460  27.980  27.330 19.536  64226000  CSCO    2  0.000   \n",
       "0     2007-01-03  30.170  30.290  28.200 28.500    487000  FSLR    2  0.000   \n",
       "0     2007-01-03  30.680  31.060  29.100 26.496   4734600  INTU    2  0.000   \n",
       "...          ...     ...     ...     ...    ...       ...   ...  ...    ...   \n",
       "2768  2017-12-29  85.630  86.050  85.500 80.353  18717400  MSFT    4  0.755   \n",
       "2768  2017-12-29  47.530  47.880  47.280 43.361   9750000  ORCL    4 -0.469   \n",
       "2768  2017-12-29  64.360  64.650  64.000 55.318   6631800  QCOM    4  0.254   \n",
       "2768  2017-12-29 104.580 105.080 104.420 90.749   2813300   TXN    4  1.784   \n",
       "2768  2017-12-29  19.080  19.150  19.010 15.257   2825800    WU    4 -0.096   \n",
       "\n",
       "      boll_ub  boll_lb  rsi_30   cci_30   dx_30  close_30_sma  close_60_sma  \\\n",
       "0      42.034   39.856 100.000   66.667 100.000        40.560        40.560   \n",
       "0      20.037   19.273 100.000  -66.667 100.000        19.520        19.520   \n",
       "0      20.520   19.066 100.000   66.667 100.000        19.536        19.536   \n",
       "0      28.979   28.271 100.000  -66.667 100.000        28.500        28.500   \n",
       "0      27.201   26.159 100.000  -66.667 100.000        26.496        26.496   \n",
       "...       ...      ...     ...      ...     ...           ...           ...   \n",
       "2768   82.580   76.658  60.144   74.372  15.450        79.209        77.226   \n",
       "2768   46.547   42.377  42.781 -104.196  16.192        44.585        44.987   \n",
       "2768   56.595   55.253  56.700  -86.758   5.702        56.536        52.515   \n",
       "2768   93.422   81.992  68.523  122.502  47.232        86.948        84.777   \n",
       "2768   15.830   15.108  46.227 -149.472  34.911        15.524        15.640   \n",
       "\n",
       "      moribvol  \n",
       "0        0.136  \n",
       "0        0.061  \n",
       "0        0.015  \n",
       "0        0.152  \n",
       "0        0.121  \n",
       "...        ...  \n",
       "2768     0.136  \n",
       "2768     0.015  \n",
       "2768     0.045  \n",
       "2768     0.121  \n",
       "2768     0.167  \n",
       "\n",
       "[30459 rows x 17 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5134e697",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>tic</th>\n",
       "      <th>day</th>\n",
       "      <th>macd</th>\n",
       "      <th>boll_ub</th>\n",
       "      <th>boll_lb</th>\n",
       "      <th>rsi_30</th>\n",
       "      <th>cci_30</th>\n",
       "      <th>dx_30</th>\n",
       "      <th>close_30_sma</th>\n",
       "      <th>close_60_sma</th>\n",
       "      <th>moribvol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>105.340</td>\n",
       "      <td>107.160</td>\n",
       "      <td>104.390</td>\n",
       "      <td>107.120</td>\n",
       "      <td>2040600</td>\n",
       "      <td>ADSK</td>\n",
       "      <td>1</td>\n",
       "      <td>-3.126</td>\n",
       "      <td>109.299</td>\n",
       "      <td>103.069</td>\n",
       "      <td>42.401</td>\n",
       "      <td>-46.823</td>\n",
       "      <td>16.989</td>\n",
       "      <td>111.624</td>\n",
       "      <td>116.601</td>\n",
       "      <td>0.121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>10.420</td>\n",
       "      <td>11.020</td>\n",
       "      <td>10.340</td>\n",
       "      <td>10.980</td>\n",
       "      <td>44146300</td>\n",
       "      <td>AMD</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.118</td>\n",
       "      <td>11.174</td>\n",
       "      <td>9.591</td>\n",
       "      <td>47.857</td>\n",
       "      <td>16.873</td>\n",
       "      <td>1.262</td>\n",
       "      <td>10.656</td>\n",
       "      <td>11.574</td>\n",
       "      <td>0.076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>38.670</td>\n",
       "      <td>38.950</td>\n",
       "      <td>38.430</td>\n",
       "      <td>33.136</td>\n",
       "      <td>20135700</td>\n",
       "      <td>CSCO</td>\n",
       "      <td>1</td>\n",
       "      <td>0.546</td>\n",
       "      <td>33.333</td>\n",
       "      <td>31.723</td>\n",
       "      <td>68.414</td>\n",
       "      <td>104.513</td>\n",
       "      <td>41.566</td>\n",
       "      <td>32.173</td>\n",
       "      <td>30.622</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>67.840</td>\n",
       "      <td>70.500</td>\n",
       "      <td>67.840</td>\n",
       "      <td>70.430</td>\n",
       "      <td>1752200</td>\n",
       "      <td>FSLR</td>\n",
       "      <td>1</td>\n",
       "      <td>2.129</td>\n",
       "      <td>74.356</td>\n",
       "      <td>61.051</td>\n",
       "      <td>63.063</td>\n",
       "      <td>70.593</td>\n",
       "      <td>22.722</td>\n",
       "      <td>65.429</td>\n",
       "      <td>59.588</td>\n",
       "      <td>0.061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>158.220</td>\n",
       "      <td>158.850</td>\n",
       "      <td>157.010</td>\n",
       "      <td>152.836</td>\n",
       "      <td>1436100</td>\n",
       "      <td>INTU</td>\n",
       "      <td>1</td>\n",
       "      <td>1.228</td>\n",
       "      <td>155.434</td>\n",
       "      <td>147.894</td>\n",
       "      <td>59.470</td>\n",
       "      <td>59.491</td>\n",
       "      <td>11.443</td>\n",
       "      <td>150.864</td>\n",
       "      <td>147.513</td>\n",
       "      <td>0.152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>338.510</td>\n",
       "      <td>339.360</td>\n",
       "      <td>335.850</td>\n",
       "      <td>332.365</td>\n",
       "      <td>18000800</td>\n",
       "      <td>MSFT</td>\n",
       "      <td>4</td>\n",
       "      <td>2.333</td>\n",
       "      <td>343.209</td>\n",
       "      <td>315.177</td>\n",
       "      <td>55.069</td>\n",
       "      <td>41.028</td>\n",
       "      <td>10.666</td>\n",
       "      <td>330.022</td>\n",
       "      <td>322.471</td>\n",
       "      <td>0.152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>88.050</td>\n",
       "      <td>88.100</td>\n",
       "      <td>87.180</td>\n",
       "      <td>85.402</td>\n",
       "      <td>5908200</td>\n",
       "      <td>ORCL</td>\n",
       "      <td>4</td>\n",
       "      <td>-1.536</td>\n",
       "      <td>102.358</td>\n",
       "      <td>79.414</td>\n",
       "      <td>43.416</td>\n",
       "      <td>-97.508</td>\n",
       "      <td>15.966</td>\n",
       "      <td>90.801</td>\n",
       "      <td>92.164</td>\n",
       "      <td>0.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>183.310</td>\n",
       "      <td>185.150</td>\n",
       "      <td>182.600</td>\n",
       "      <td>177.918</td>\n",
       "      <td>4113300</td>\n",
       "      <td>QCOM</td>\n",
       "      <td>4</td>\n",
       "      <td>3.541</td>\n",
       "      <td>184.097</td>\n",
       "      <td>169.783</td>\n",
       "      <td>59.872</td>\n",
       "      <td>46.197</td>\n",
       "      <td>34.435</td>\n",
       "      <td>176.387</td>\n",
       "      <td>157.506</td>\n",
       "      <td>0.076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>189.410</td>\n",
       "      <td>190.000</td>\n",
       "      <td>188.270</td>\n",
       "      <td>181.990</td>\n",
       "      <td>2813900</td>\n",
       "      <td>TXN</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.804</td>\n",
       "      <td>192.027</td>\n",
       "      <td>176.924</td>\n",
       "      <td>47.910</td>\n",
       "      <td>-71.323</td>\n",
       "      <td>5.853</td>\n",
       "      <td>185.032</td>\n",
       "      <td>185.000</td>\n",
       "      <td>0.136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2021-12-31</td>\n",
       "      <td>18.170</td>\n",
       "      <td>18.250</td>\n",
       "      <td>17.840</td>\n",
       "      <td>16.777</td>\n",
       "      <td>4251100</td>\n",
       "      <td>WU</td>\n",
       "      <td>4</td>\n",
       "      <td>0.083</td>\n",
       "      <td>17.348</td>\n",
       "      <td>16.069</td>\n",
       "      <td>47.645</td>\n",
       "      <td>64.486</td>\n",
       "      <td>9.153</td>\n",
       "      <td>16.269</td>\n",
       "      <td>17.031</td>\n",
       "      <td>0.015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11088 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date    open    high     low   close    volume   tic  day   macd  \\\n",
       "0     2018-01-02 105.340 107.160 104.390 107.120   2040600  ADSK    1 -3.126   \n",
       "0     2018-01-02  10.420  11.020  10.340  10.980  44146300   AMD    1 -0.118   \n",
       "0     2018-01-02  38.670  38.950  38.430  33.136  20135700  CSCO    1  0.546   \n",
       "0     2018-01-02  67.840  70.500  67.840  70.430   1752200  FSLR    1  2.129   \n",
       "0     2018-01-02 158.220 158.850 157.010 152.836   1436100  INTU    1  1.228   \n",
       "...          ...     ...     ...     ...     ...       ...   ...  ...    ...   \n",
       "1007  2021-12-31 338.510 339.360 335.850 332.365  18000800  MSFT    4  2.333   \n",
       "1007  2021-12-31  88.050  88.100  87.180  85.402   5908200  ORCL    4 -1.536   \n",
       "1007  2021-12-31 183.310 185.150 182.600 177.918   4113300  QCOM    4  3.541   \n",
       "1007  2021-12-31 189.410 190.000 188.270 181.990   2813900   TXN    4 -0.804   \n",
       "1007  2021-12-31  18.170  18.250  17.840  16.777   4251100    WU    4  0.083   \n",
       "\n",
       "      boll_ub  boll_lb  rsi_30  cci_30  dx_30  close_30_sma  close_60_sma  \\\n",
       "0     109.299  103.069  42.401 -46.823 16.989       111.624       116.601   \n",
       "0      11.174    9.591  47.857  16.873  1.262        10.656        11.574   \n",
       "0      33.333   31.723  68.414 104.513 41.566        32.173        30.622   \n",
       "0      74.356   61.051  63.063  70.593 22.722        65.429        59.588   \n",
       "0     155.434  147.894  59.470  59.491 11.443       150.864       147.513   \n",
       "...       ...      ...     ...     ...    ...           ...           ...   \n",
       "1007  343.209  315.177  55.069  41.028 10.666       330.022       322.471   \n",
       "1007  102.358   79.414  43.416 -97.508 15.966        90.801        92.164   \n",
       "1007  184.097  169.783  59.872  46.197 34.435       176.387       157.506   \n",
       "1007  192.027  176.924  47.910 -71.323  5.853       185.032       185.000   \n",
       "1007   17.348   16.069  47.645  64.486  9.153        16.269        17.031   \n",
       "\n",
       "      moribvol  \n",
       "0        0.121  \n",
       "0        0.076  \n",
       "0        0.030  \n",
       "0        0.061  \n",
       "0        0.152  \n",
       "...        ...  \n",
       "1007     0.152  \n",
       "1007     0.030  \n",
       "1007     0.076  \n",
       "1007     0.136  \n",
       "1007     0.015  \n",
       "\n",
       "[11088 rows x 17 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trade_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aee89eb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Last, save both train and trade dfs to csv in data foler\n",
    "# TODO: add more features in \"state\" if needed\n",
    "train_data.to_csv('data/train_data.csv', index=True)  \n",
    "trade_data.to_csv('data/trade_data.csv', index=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "199b17d8",
   "metadata": {},
   "source": [
    "# Benchmarks\n",
    "We compare the performance of different weighting methods on the train period\n",
    " - Mean Variance\n",
    " - Equally weighted (Buy and hold)\n",
    " - Market indexes (NASDAQ and XLK)\n",
    " - Individual stocks"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb09517f",
   "metadata": {},
   "source": [
    "## Environment configuration\n",
    "> A gym-style portfolio allocation environment for agents to interact. It is handy to compare the performances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "98f6b104",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stock Dimension: 11, State Space: 11\n",
      "Feature Dimension: 4\n"
     ]
    }
   ],
   "source": [
    "train = train_data\n",
    "trade = trade_data\n",
    "\n",
    "stock_dimension = len(train.tic.unique())\n",
    "state_space = stock_dimension\n",
    "tech_indicator_list = ['macd', 'rsi_30', 'cci_30', 'dx_30']\n",
    "feature_dimension = len(tech_indicator_list)\n",
    "\n",
    "print(f\"Stock Dimension: {stock_dimension}, State Space: {state_space}\")\n",
    "print(f\"Feature Dimension: {feature_dimension}\")\n",
    "\n",
    "env_kwargs = {\n",
    "    \"hmax\": 100, \n",
    "    \"initial_amount\": 1000000, \n",
    "    \"transaction_cost_pct\": 0, \n",
    "    \"state_space\": state_space, \n",
    "    \"stock_dim\": stock_dimension, \n",
    "    \"tech_indicator_list\": tech_indicator_list, \n",
    "    \"action_space\": stock_dimension, \n",
    "    \"reward_scaling\": 1e-1\n",
    "}\n",
    "\n",
    "e_train_gym = StockPortfolioEnv.StockPortfolioEnv(df = train, **env_kwargs)\n",
    "e_trade_gym = StockPortfolioEnv.StockPortfolioEnv(df = trade, **env_kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "301057ec",
   "metadata": {},
   "source": [
    "## Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fd963464",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=================================\n",
      "begin_total_asset:1000000\n",
      "end_total_asset:4904419.075973194\n",
      "Sharpe:  0.6729768484476762\n",
      "=================================\n"
     ]
    }
   ],
   "source": [
    "retail_train = StockPortfolioEnv.sample_from_env(i=0, env=e_train_gym, weights=train['moribvol'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a6771d2a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=================================\n",
      "begin_total_asset:1000000\n",
      "end_total_asset:2954456.9590735934\n",
      "Sharpe:  0.58838920208855\n",
      "=================================\n"
     ]
    }
   ],
   "source": [
    "# TODO: to be changed to excecute like the above function\n",
    "\n",
    "# Mean variance\n",
    "mean_var_df = pd.read_csv('../data/mean_var_weight.csv')\n",
    "mean_var_df = pd.concat([mean_var_df.iloc[[0]], mean_var_df], ignore_index=True)\n",
    "mean_var_df = pd.concat([mean_var_df, mean_var_df.iloc[[len(mean_var_df)-1]]], ignore_index=True)\n",
    "mean_var_df.loc[0, 'date'] = '2007-01-03'\n",
    "mean_var_df.loc[len(mean_var_df)-1, 'date'] = '2017-12-29'\n",
    "mean_var_df = mean_var_df.drop(mean_var_df.columns[0], axis=1)\n",
    "\n",
    "mean_var_dataset = StockPortfolioEnv.sample_from_env(i=0, env=e_train_gym, weights=mean_var_df.values)\n",
    "mean_var_cum_ret = pd.DataFrame({'ret': 1000000 + np.insert(mean_var_dataset['rewards'].cumsum(), 0, 0, axis=0)})\n",
    "mean_var_cum_ret['ret'] /= 1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "d53af49c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "Shape of DataFrame:  (4074, 8)\n",
      "Successfully added technical indicators\n",
      "Successfully added turbulence index\n"
     ]
    }
   ],
   "source": [
    "# XLK\n",
    "yf_xlk = YahooDownloader(start_date = start,\n",
    "                         end_date = end,\n",
    "                         ticker_list = [\"XLK\"]).fetch_data()\n",
    "\n",
    "yf_xlk = fe.preprocess_data(yf_xlk)\n",
    "yf_xlk = yf_xlk.copy()\n",
    "yf_xlk = yf_xlk.fillna(0)\n",
    "yf_xlk = yf_xlk.replace(np.inf,0)\n",
    "# yf_xlk['date'] = pd.to_datetime(yf_xlk['date'])\n",
    "yf_xlk = data_split(yf_xlk, '2007-01-01', '2018-01-01')  \n",
    "yf_xlk['ret'] = yf_xlk['open'] / yf_xlk['open'].iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "74394ec4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# individual\n",
    "grouped = df_merged.groupby('tic')\n",
    "selected_cum_ret = grouped.apply(lambda x: x['open']/x['open'].iloc[0])\n",
    "selected_cum_ret = selected_cum_ret.reset_index()\n",
    "selected_cum_ret = selected_cum_ret.set_index('level_1')\n",
    "selected_cum_ret = selected_cum_ret.join(df_merged[['date']])\n",
    "selected_cum_ret = data_split(selected_cum_ret, '2007-01-01', '2018-01-01')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72c3183a",
   "metadata": {},
   "source": [
    "## Performance Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "d52412ed",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Equal\n",
    "equal_cum_ret = pd.read_csv(\"./results/equal_cumulative_reward.csv\", names=['ret'])\n",
    "equal_cum_ret['date'] = selected_cum_ret['date'].unique()\n",
    "ax = equal_cum_ret.plot(ax=ax, kind='line', x='date', y='ret', label=\"Equal\")\n",
    "\n",
    "# Mean Variance\n",
    "mean_var_cum_ret['date'] = selected_cum_ret['date'].unique()\n",
    "ax = mean_var_cum_ret.plot(ax=ax, kind='line', x='date', y='ret', label=\"Mean Var\")\n",
    "\n",
    "# Retail\n",
    "retail_cum_ret = pd.read_csv(\"results/retail_cumulative_reward.csv\", names=['ret'])\n",
    "retail_cum_ret['date'] = selected_cum_ret['date'].unique()\n",
    "ax = retail_cum_ret.plot(ax=ax, kind='line', x='date', y='ret', label=\"Retail\")\n",
    "\n",
    "# XLK\n",
    "ax = yf_xlk.plot(ax=ax, kind='line', x='date', y='ret', label=\"XLK\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "7839571d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 个股\n",
    "for key, grp in selected_cum_ret.groupby(['tic']):\n",
    "    ax = grp.plot(ax=ax, kind='line', x='date', y='open', label=key)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8c4ef8d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "finrl",
   "language": "python",
   "name": "finrl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
